{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {
    "collapsed": false
   },
   "source": [
    "<br/>\n",
    "\n",
    "Python被大量应用在数据挖掘和深度学习领域，其中使用极其广泛的是Numpy、pandas、Matplotlib、PIL等库。\n",
    "\n",
    "\n",
    "<img src='https://ai-studio-static-online.cdn.bcebos.com/d2ab7dc4c05c42fe85c557a5ed084038822806b23ed544b5bab62517994f5383' height='400' width='400'>\n",
    "\n",
    "\n",
    "<br/>\n",
    "<br/>\n",
    "\n",
    "**numpy**是Python科学计算库的基础。包含了强大的N维数组对象和向量运算。\n",
    " \n",
    "**pandas**是建立在numpy基础上的高效数据分析处理库，是Python的重要数据分析库。\n",
    " \n",
    "**Matplotlib**是一个主要用于绘制二维图形的Python库。用途：绘图、可视化\n",
    "\n",
    "**PIL**库是一个具有强大图像处理能力的第三方库。用途：图像处理\n",
    "\n",
    "\n",
    "\n",
    "\n",
    "\n",
    "\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "collapsed": false
   },
   "source": [
    "# Numpy库\n",
    "\n",
    "NumPy是使用Python进行科学计算的基础软件包。\n",
    "\n",
    "更多学习，可参考**numpy中文网**：https://www.numpy.org.cn/"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "collapsed": false
   },
   "source": [
    "## 1.数组创建\n",
    "\n",
    "可以使用array函数从常规Python**列表或元组**中创建数组。得到的数组的类型是从Python列表中元素的类型推导出来的。\n",
    "\n",
    "创建数组最简单的办法就是使用array函数。它接受一切序列型的对象（包括其他数组），然后产生一个新的含有传入数据的numpy数组。其中，嵌套序列（比如由一组等长列表组成的列表）将会被转换为一个多维数组"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[[1 2 3]\n",
      " [4 5 6]]\n"
     ]
    }
   ],
   "source": [
    "import numpy as np\n",
    "\n",
    "#将列表转换为数组\n",
    "array = np.array([[1,2,3],\n",
    "                 [4,5,6]])\n",
    "print(array)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[[1 2 3]\n",
      " [4 5 6]]\n"
     ]
    }
   ],
   "source": [
    "import numpy as np\n",
    "\n",
    "#将元组转换为数组\n",
    "array = np.array(((1,2,3),\n",
    "                 (4,5,6)))\n",
    "print(array)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "collapsed": false
   },
   "source": [
    "下面这样可以吗？"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "a = np.array([1,2,3,4]) "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "collapsed": false
   },
   "source": [
    "<br/>\n",
    "\n",
    "通常，数组的元素最初是未知的，但它的大小是已知的。因此，NumPy提供了几个函数来创建具有初始占位符内容的数组。\n",
    "\n",
    "* zeros():可以创建指定长度或者形状的全0数组\n",
    " \n",
    "* ones():可以创建指定长度或者形状的全1数组\n",
    " \n",
    "* empty():创建一个数组，其初始内容是随机的,取决于内存的状态"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[[0. 0. 0.]\n",
      " [0. 0. 0.]]\n"
     ]
    }
   ],
   "source": [
    "zeroarray = np.zeros((2,3))\n",
    "print(zeroarray)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[[1 1 1 1]\n",
      " [1 1 1 1]\n",
      " [1 1 1 1]]\n"
     ]
    }
   ],
   "source": [
    "onearray = np.ones((3,4),dtype='int64')\n",
    "print(onearray)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[[6.94769207e-310 4.63641772e-310 0.00000000e+000 0.00000000e+000]\n",
      " [0.00000000e+000 0.00000000e+000 6.94769207e-310 2.42092166e-322]\n",
      " [4.63641806e-310 4.63641772e-310 2.46151512e-312 2.41907520e-312]]\n"
     ]
    }
   ],
   "source": [
    "emptyarray = np.empty((3,4))\n",
    "print(emptyarray)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "collapsed": false
   },
   "source": [
    "为了创建数字组成的数组，NumPy提供了一个类似于range的函数，该函数返回数组而不是列表。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[10 15 20 25 30]\n"
     ]
    }
   ],
   "source": [
    "array = np.arange( 10, 31,5 )\n",
    "print(array)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "collapsed": false
   },
   "source": [
    "输出数组的一些信息，如维度、形状、元素个数、元素类型等"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[[ 1  2  3]\n",
      " [ 4  5  6]\n",
      " [ 7  8  9]\n",
      " [10 11 12]]\n",
      "2\n",
      "(4, 3)\n",
      "12\n",
      "int64\n"
     ]
    }
   ],
   "source": [
    "\n",
    "array = np.array([[1,2,3],[4,5,6],[7,8,9],[10,11,12]])\n",
    "print(array)\n",
    "#数组维度\n",
    "print(array.ndim)\n",
    "#数组形状\n",
    "print(array.shape)\n",
    "#数组元素个数\n",
    "print(array.size)\n",
    "#数组元素类型\n",
    "print(array.dtype)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "collapsed": false
   },
   "source": [
    "重新定义数字的形状"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[[0 1 2]\n",
      " [3 4 5]]\n",
      "[[1 2]\n",
      " [3 4]\n",
      " [5 6]]\n"
     ]
    }
   ],
   "source": [
    "\n",
    "array1 = np.arange(6).reshape([2,3])\n",
    "print(array1)\n",
    "\n",
    "\n",
    "array2 = np.array([[1,2,3],[4,5,6]],dtype=np.int64).reshape([3,2])\n",
    "print(array2)\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "collapsed": false
   },
   "source": [
    "## 2.数组的计算\n",
    "\n",
    "数组很重要，因为它可以使我们不用编写循环即可对数据执行批量运算。这通常叫做矢量化（vectorization）。\n",
    "\n",
    "**大小相等的数组之间的任何算术运算都会将运算应用到元素级**。同样，数组与标量的算术运算也会将那个标量值传播到各个元素.\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "collapsed": false
   },
   "source": [
    "\n",
    "矩阵的基础运算："
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[[2 3 4]\n",
      " [5 6 7]]\n",
      "[[0 1 2]\n",
      " [3 4 5]]\n",
      "[[1 2 3]\n",
      " [4 5 6]]\n",
      "[[1. 2. 3.]\n",
      " [4. 5. 6.]]\n",
      "[[ 1  4  9]\n",
      " [16 25 36]]\n"
     ]
    }
   ],
   "source": [
    "\n",
    "arr1 = np.array([[1,2,3],[4,5,6]])\n",
    "arr2 = np.ones([2,3],dtype=np.int64)\n",
    "\n",
    "print(arr1 + arr2)\n",
    "print(arr1 - arr2)\n",
    "print(arr1 * arr2)\n",
    "print(arr1 / arr2)\n",
    "print(arr1 ** 2)\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "collapsed": false
   },
   "source": [
    "矩阵乘法："
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[[1 2 3]\n",
      " [4 5 6]]\n",
      "[[1 1]\n",
      " [1 1]\n",
      " [1 1]]\n",
      "[[ 6  6]\n",
      " [15 15]]\n"
     ]
    }
   ],
   "source": [
    "#矩阵乘法\n",
    "arr3 = np.array([[1,2,3],[4,5,6]])\n",
    "arr4 = np.ones([3,2],dtype=np.int64)\n",
    "print(arr3)\n",
    "print(arr4)\n",
    "print(np.dot(arr3,arr4))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "collapsed": false
   },
   "source": [
    "矩阵的其他计算："
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[[1 2 3]\n",
      " [4 5 6]]\n",
      "[ 6 15]\n",
      "6\n",
      "1\n",
      "3.5\n",
      "5\n",
      "0\n"
     ]
    }
   ],
   "source": [
    "print(arr3)\n",
    "print(np.sum(arr3,axis=1)) #axis=1,每一行求和 axie=0,每一列求和\n",
    "print(np.max(arr3))\n",
    "print(np.min(arr3))\n",
    "print(np.mean(arr3))\n",
    "print(np.argmax(arr3))\n",
    "print(np.argmin(arr3))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[[1 4]\n",
      " [2 5]\n",
      " [3 6]]\n",
      "[1 2 3 4 5 6]\n"
     ]
    }
   ],
   "source": [
    "arr3_tran = arr3.transpose()\n",
    "print(arr3_tran)\n",
    "\n",
    "print(arr3.flatten())"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "collapsed": false
   },
   "source": [
    "## 3.数组的索引与切片"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[[0 1 2]\n",
      " [3 4 5]]\n",
      "[3 4 5]\n",
      "5\n",
      "5\n",
      "[3 4 5]\n",
      "[1 4]\n",
      "[3 4]\n"
     ]
    }
   ],
   "source": [
    "arr5 = np.arange(0,6).reshape([2,3])\n",
    "print(arr5)\n",
    "print(arr5[1])\n",
    "print(arr5[1][2])\n",
    "print(arr5[1,2])\n",
    "\n",
    "print(arr5[1,:])\n",
    "print(arr5[:,1])\n",
    "print(arr5[1,0:2])"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "collapsed": false
   },
   "source": [
    "# pandas库\n",
    "\n",
    "pandas是python第三方库，提供高性能易用数据类型和分析工具。\n",
    "\n",
    "pandas基于numpy实现，常与numpy和matplotlib一同使用\n",
    "\n",
    "更多学习，请参考**pandas中文网**：https://www.pypandas.cn/\n",
    "\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "collapsed": false
   },
   "source": [
    "<br/>\n",
    "\n",
    "**Pandas核心数据结构：**\n",
    "\n",
    "<img src=\"https://ai-studio-static-online.cdn.bcebos.com/a8c80653f39b479dab9f6867a638b64c405e79d6540c4307a22f43c4b0e228bc\" width='300' heighr='300'>\n",
    "\n",
    "<img src=\"https://ai-studio-static-online.cdn.bcebos.com/c8f06f423acc488fb391bca5dcf8f2b02d7444ef526f41599b6b430ae24659c1\" width='500' height='500'>"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "collapsed": false
   },
   "source": [
    "## 1.Series\n",
    "\n",
    "Series是一种类似于一维数组的对象，它由一维数组（各种numpy数据类型）以及一组与之相关的数据标签（即索引）组成.\n",
    "\n",
    "可理解为带标签的一维数组，可存储整数、浮点数、字符串、Python 对象等类型的数据。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "0    a\n",
      "1    b\n",
      "2    c\n",
      "3    d\n",
      "4    e\n",
      "dtype: object\n"
     ]
    }
   ],
   "source": [
    "import pandas as pd\n",
    "import numpy as np\n",
    "\n",
    "s = pd.Series(['a','b','c','d','e'])\n",
    "print(s)\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "collapsed": false
   },
   "source": [
    "Seris中可以使用index设置索引列表。\n",
    "\n",
    "与字典不同的是，Seris允许索引重复"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "100    a\n",
      "200    b\n",
      "100    c\n",
      "400    d\n",
      "500    e\n",
      "dtype: object\n"
     ]
    }
   ],
   "source": [
    "#与字典不同的是：Series允许索引重复\n",
    "s = pd.Series(['a','b','c','d','e'],index=[100,200,100,400,500])\n",
    "print(s)\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "collapsed": false
   },
   "source": [
    "Series 可以用字典实例化"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "b    1\n",
       "a    0\n",
       "c    2\n",
       "dtype: int64"
      ]
     },
     "execution_count": 18,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "\n",
    "d = {'b': 1, 'a': 0, 'c': 2}\n",
    "pd.Series(d)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "collapsed": false
   },
   "source": [
    "\n",
    "可以通过Series的values和index属性获取其数组表示形式和索引对象"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "100    a\n",
      "200    b\n",
      "100    c\n",
      "400    d\n",
      "500    e\n",
      "dtype: object\n",
      "['a' 'b' 'c' 'd' 'e']\n",
      "Int64Index([100, 200, 100, 400, 500], dtype='int64')\n"
     ]
    }
   ],
   "source": [
    "print(s)\n",
    "print(s.values)\n",
    "print(s.index)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "100    a\n",
      "100    c\n",
      "dtype: object\n",
      "400    d\n",
      "500    e\n",
      "dtype: object\n"
     ]
    }
   ],
   "source": [
    "#与普通numpy数组相比，可以通过索引的方式选取Series中的单个或一组值\n",
    "print(s[100])\n",
    "print(s[[400, 500]])\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "collapsed": false
   },
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "a    1\n",
      "b    2\n",
      "c    3\n",
      "d    4\n",
      "e    5\n",
      "dtype: int64\n",
      "a     2\n",
      "b     4\n",
      "c     6\n",
      "d     8\n",
      "e    10\n",
      "dtype: int64\n",
      "a     3\n",
      "b     6\n",
      "c     9\n",
      "d    12\n",
      "e    15\n",
      "dtype: int64\n"
     ]
    }
   ],
   "source": [
    "\n",
    "s = pd.Series(np.array([1,2,3,4,5]), index=['a', 'b', 'c', 'd', 'e'])\n",
    "print(s)\n",
    "\n",
    "#对应元素求和\n",
    "print(s+s)\n",
    "\n",
    "#对应元素乘\n",
    "print(s*3)\n",
    "\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "collapsed": false
   },
   "source": [
    "Series中最重要的一个功能是：它会在算术运算中自动对齐不同索引的数据\n",
    "\n",
    "Series 和多维数组的主要区别在于， Series 之间的操作会自动基于标签对齐数据。因此，不用顾及执行计算操作的 Series 是否有相同的标签。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Ohio      35000\n",
      "Oregon    16000\n",
      "Texas     71000\n",
      "Utah       5000\n",
      "dtype: int64\n",
      "California        NaN\n",
      "Ohio          35000.0\n",
      "Oregon        16000.0\n",
      "Texas         71000.0\n",
      "dtype: float64\n",
      "California         NaN\n",
      "Ohio           70000.0\n",
      "Oregon         32000.0\n",
      "Texas         142000.0\n",
      "Utah               NaN\n",
      "dtype: float64\n"
     ]
    }
   ],
   "source": [
    "\n",
    "\n",
    "obj1 = pd.Series({\"Ohio\": 35000, \"Oregon\": 16000, \"Texas\": 71000, \"Utah\": 5000})\n",
    "print(obj1)\n",
    "obj2 = pd.Series({\"California\": np.nan, \"Ohio\": 35000, \"Oregon\": 16000, \"Texas\": 71000})\n",
    "print(obj2)\n",
    "print(obj1 + obj2)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "b    2\n",
      "c    3\n",
      "d    4\n",
      "e    5\n",
      "dtype: int64\n",
      "a    1\n",
      "b    2\n",
      "c    3\n",
      "d    4\n",
      "dtype: int64\n",
      "a    NaN\n",
      "b    4.0\n",
      "c    6.0\n",
      "d    8.0\n",
      "e    NaN\n",
      "dtype: float64\n"
     ]
    }
   ],
   "source": [
    "s = pd.Series(np.array([1,2,3,4,5]), index=['a', 'b', 'c', 'd', 'e'])\n",
    "\n",
    "print(s[1:])\n",
    "\n",
    "print(s[:-1])\n",
    "\n",
    "print(s[1:] + s[:-1])"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "collapsed": false
   },
   "source": [
    "## 2.DataFrame\n",
    "\n",
    "<img src=\"https://ai-studio-static-online.cdn.bcebos.com/c8f06f423acc488fb391bca5dcf8f2b02d7444ef526f41599b6b430ae24659c1\" width='500' height='500'>"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "collapsed": false
   },
   "source": [
    "DataFrame是一个表格型的数据结构，类似于Excel或sql表\n",
    "\n",
    "它含有一组有序的列，每列可以是不同的值类型（数值、字符串、布尔值等） \n",
    "\n",
    "DataFrame既有行索引也有列索引，它可以被看做由Series组成的字典（共用同一个索引）\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "collapsed": false
   },
   "source": [
    "用多维数组字典、列表字典生成 DataFrame"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "    state  year  pop\n",
      "0    Ohio  2000  1.5\n",
      "1    Ohio  2001  1.7\n",
      "2    Ohio  2002  3.6\n",
      "3  Nevada  2001  2.4\n",
      "4  Nevada  2002  2.9\n"
     ]
    }
   ],
   "source": [
    "data = {'state': ['Ohio', 'Ohio', 'Ohio', 'Nevada', 'Nevada'], 'year': [2000, 2001, 2002, 2001, 2002], 'pop': [1.5, 1.7, 3.6, 2.4, 2.9]}\n",
    "frame = pd.DataFrame(data)\n",
    "print(frame)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "   year   state  pop\n",
      "0  2000    Ohio  1.5\n",
      "1  2001    Ohio  1.7\n",
      "2  2002    Ohio  3.6\n",
      "3  2001  Nevada  2.4\n",
      "4  2002  Nevada  2.9\n"
     ]
    }
   ],
   "source": [
    "#如果指定了列顺序，则DataFrame的列就会按照指定顺序进行排列\n",
    "frame1 = pd.DataFrame(data, columns=['year', 'state', 'pop'])\n",
    "print(frame1)\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "collapsed": false
   },
   "source": [
    "跟原Series一样，如果传入的列在数据中找不到，就会产生NAN值"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "       year   state  pop debt\n",
      "one    2000    Ohio  1.5  NaN\n",
      "two    2001    Ohio  1.7  NaN\n",
      "three  2002    Ohio  3.6  NaN\n",
      "four   2001  Nevada  2.4  NaN\n",
      "five   2002  Nevada  2.9  NaN\n"
     ]
    }
   ],
   "source": [
    "\n",
    "frame2 = pd.DataFrame(data, columns=['year', 'state', 'pop', 'debt'], index=['one', 'two', 'three', 'four', 'five'])\n",
    "print(frame2)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "collapsed": false
   },
   "source": [
    "用 Series 字典或字典生成 DataFrame"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "   one  two\n",
      "a  1.0  1.0\n",
      "b  2.0  2.0\n",
      "c  3.0  3.0\n",
      "d  NaN  4.0\n"
     ]
    }
   ],
   "source": [
    "d = {'one': pd.Series([1., 2., 3.], index=['a', 'b', 'c']),\n",
    "     'two': pd.Series([1., 2., 3., 4.], index=['a', 'b', 'c', 'd'])}\n",
    "print(pd.DataFrame(d))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "one        Ohio\n",
      "two        Ohio\n",
      "three      Ohio\n",
      "four     Nevada\n",
      "five     Nevada\n",
      "Name: state, dtype: object\n"
     ]
    }
   ],
   "source": [
    "#通过类似字典标记的方式或属性的方式，可以将DataFrame的列获取为一个Series,返回的Series拥有原DataFrame相同的索引\n",
    "\n",
    "print(frame2['state'])"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "collapsed": false
   },
   "source": [
    "列可以通过赋值的方式进行修改,例如，给那个空的“delt”列赋上一个标量值或一组值"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "       year   state  pop  debt\n",
      "one    2000    Ohio  1.5  16.5\n",
      "two    2001    Ohio  1.7  16.5\n",
      "three  2002    Ohio  3.6  16.5\n",
      "four   2001  Nevada  2.4  16.5\n",
      "five   2002  Nevada  2.9  16.5\n"
     ]
    }
   ],
   "source": [
    "\n",
    "frame2['debt'] = 16.5\n",
    "print(frame2)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "       year   state  pop  debt\n",
      "one    2000    Ohio  1.5  16.5\n",
      "two    2001    Ohio  1.7  16.5\n",
      "three  2002    Ohio  3.6  16.5\n",
      "four   2001  Nevada  2.4  16.5\n",
      "five   2002  Nevada  2.9  16.5\n",
      "       year   state  pop  debt    new\n",
      "one    2000    Ohio  1.5  16.5  24.75\n",
      "two    2001    Ohio  1.7  16.5  28.05\n",
      "three  2002    Ohio  3.6  16.5  59.40\n",
      "four   2001  Nevada  2.4  16.5  39.60\n",
      "five   2002  Nevada  2.9  16.5  47.85\n"
     ]
    }
   ],
   "source": [
    "print(frame2)\n",
    "frame2['new'] = frame2['debt' ]* frame2['pop'] \n",
    "print(frame2)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "       year   state  pop  debt    new\n",
      "one    2000    Ohio  1.5   0.0  24.75\n",
      "two    2001    Ohio  1.7   1.0  28.05\n",
      "three  2002    Ohio  3.6   2.0  59.40\n",
      "four   2001  Nevada  2.4   3.0  39.60\n",
      "five   2002  Nevada  2.9   4.0  47.85\n"
     ]
    }
   ],
   "source": [
    "frame2['debt'] = np.arange(5.)\n",
    "print(frame2)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "collapsed": false
   },
   "source": [
    "# PIL库\n",
    "\n",
    "PIL库是一个具有强大图像处理能力的第三方库。\n",
    "\n",
    "图像的组成：由RGB三原色组成,RGB图像中，一种彩色由R、G、B三原色按照比例混合而成。0-255区分不同亮度的颜色。\n",
    "\n",
    "图像的数组表示：图像是一个由像素组成的矩阵，每个元素是一个RGB值\n",
    "\n",
    "![](https://ai-studio-static-online.cdn.bcebos.com/66ad941c87c5459ea2aade30e26fad8ccf65312d850c49e3bc3581b9afc8fd23)\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "collapsed": false
   },
   "source": [
    "Image 是 PIL 库中代表一个图像的类（对象）\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "#安装pillow\n",
    "#!pip install pillow"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "collapsed": false
   },
   "source": [
    "展示图片，并获取图像的模式，长宽，"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "RGB\n",
      "533 300\n"
     ]
    }
   ],
   "source": [
    "from PIL import Image\n",
    "import matplotlib.pyplot as plt\n",
    "#显示matplotlib生成的图形\n",
    "%matplotlib inline\n",
    "\n",
    "#读取图片\n",
    "img = Image.open('/home/aistudio/work/yushuxin.jpg') \n",
    "\n",
    "#显示图片\n",
    "#img.show() #自动调用计算机上显示图片的工具\n",
    "\n",
    "plt.imshow(img)  \n",
    "plt.show(img)   \n",
    "\n",
    "#获得图像的模式\n",
    "img_mode = img.mode\n",
    "print(img_mode)\n",
    "\n",
    "width,height = img.size\n",
    "print(width,height)\n",
    "\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "collapsed": false
   },
   "source": [
    "图片旋转"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 36,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "from PIL import Image\n",
    "import matplotlib.pyplot as plt\n",
    "#显示matplotlib生成的图形\n",
    "%matplotlib inline\n",
    "\n",
    "#读取图片\n",
    "img = Image.open('/home/aistudio/work/yushuxin.jpg') \n",
    "#显示图片\n",
    "plt.imshow(img)  \n",
    "plt.show(img)  \n",
    "\n",
    "#将图片旋转45度\n",
    "img_rotate = img.rotate(45) \n",
    "#显示旋转后的图片\n",
    "plt.imshow(img_rotate)  \n",
    "plt.show(img_rotate)   "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "collapsed": false
   },
   "source": [
    "图片剪切"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 37,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "from PIL import Image\n",
    "\n",
    "#打开图片\n",
    "img1 = Image.open('/home/aistudio/work/yushuxin.jpg') \n",
    "\n",
    "#剪切 crop()四个参数分别是：(左上角点的x坐标，左上角点的y坐标，右下角点的x坐标，右下角点的y坐标)\n",
    "img1_crop_result = img1.crop((126,0,381,249))\n",
    "\n",
    "#保存图片\n",
    "img1_crop_result.save('/home/aistudio/work/yushuxin_crop_result.jpg')\n",
    "\n",
    "#展示图片\n",
    "plt.imshow(img1_crop_result)  \n",
    "plt.show(img1_crop_result)   \n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "collapsed": false
   },
   "source": [
    "图片缩放"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 38,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(319, 180)\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "from PIL import Image\n",
    "\n",
    "#打开图片\n",
    "img2 = Image.open('/home/aistudio/work/yushuxin.jpg') \n",
    "\n",
    "width,height = img2.size\n",
    "\n",
    "#缩放\n",
    "img2_resize_result = img2.resize((int(width*0.6),int(height*0.6)),Image.ANTIALIAS)\n",
    "\n",
    "print(img2_resize_result.size)\n",
    "\n",
    "#保存图片\n",
    "img2_resize_result.save('/home/aistudio/work/yushuxin_resize_result.jpg')\n",
    "\n",
    "#展示图片\n",
    "plt.imshow(img2_resize_result)  \n",
    "plt.show(img2_resize_result)   "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "collapsed": false
   },
   "source": [
    "镜像效果：左右旋转、上下旋转"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 39,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "from PIL import Image\n",
    "\n",
    "#打开图片\n",
    "img3 = Image.open('/home/aistudio/work/yushuxin.jpg') \n",
    "\n",
    "#左右镜像\n",
    "img3_lr = img3.transpose(Image.FLIP_LEFT_RIGHT)\n",
    "\n",
    "#展示左右镜像图片\n",
    "plt.imshow(img3_lr)  \n",
    "plt.show(img3_lr)   \n",
    "\n",
    "#上下镜像\n",
    "img3_bt = img3.transpose(Image.FLIP_TOP_BOTTOM)\n",
    "\n",
    "#展示上下镜像图片\n",
    "plt.imshow(img3_bt)  \n",
    "plt.show(img3_bt)  \n",
    "\n",
    "\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "collapsed": false
   },
   "source": [
    "# Matplotlib库\n",
    "\n",
    "Matplotlib库由各种可视化类构成，内部结构复杂。\n",
    "\n",
    "matplotlib.pylot是绘制各类可视化图形的命令字库\n",
    "\n",
    "更多学习，可参考**Matplotlib中文网**：https://www.matplotlib.org.cn\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 40,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "#!pip install matplotlib"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 41,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import matplotlib.pyplot as plt\n",
    "import numpy as np \n",
    "\n",
    "#显示matplotlib生成的图形\n",
    "%matplotlib inline\n",
    "\n",
    "x = np.linspace(-1,1,50) #等差数列\n",
    "y = 2*x + 1\n",
    "\n",
    "#传入x,y,通过plot()绘制出折线图 \n",
    "plt.plot(x,y)\n",
    "\n",
    "#显示图形\n",
    "plt.show()\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 42,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 504x360 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import matplotlib.pyplot as plt\n",
    "import numpy as np \n",
    "\n",
    "x = np.linspace(-1,1,50) #等差数列\n",
    "y1 = 2*x + 1\n",
    "y2 = x**2\n",
    "\n",
    "plt.figure()\n",
    "plt.plot(x,y1)\n",
    "\n",
    "plt.figure(figsize=(7,5))\n",
    "plt.plot(x,y2)\n",
    "\n",
    "plt.show()\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 43,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 504x360 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import matplotlib.pyplot as plt\n",
    "import numpy as np \n",
    "\n",
    "plt.figure(figsize=(7,5))\n",
    "plt.plot(x,y1,color='red',linewidth=1)\n",
    "plt.plot(x,y2,color='blue',linewidth=5)\n",
    "plt.xlabel('x',fontsize=20)\n",
    "plt.ylabel('y',fontsize=20)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 44,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import matplotlib.pyplot as plt\n",
    "import numpy as np \n",
    "\n",
    "l1, = plt.plot(x,y1,color='red',linewidth=1)\n",
    "l2, = plt.plot(x,y2,color='blue',linewidth=5)\n",
    "plt.legend(handles=[l1,l2],labels=['aa','bb'],loc='best')\n",
    "plt.xlabel('x')\n",
    "plt.ylabel('y')\n",
    "plt.xlim((0,1))  #x轴只截取一段进行显示\n",
    "plt.ylim((0,1))  #y轴只截取一段进行显示\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 45,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# dots1 = np.array([2,3,4,5,6])\n",
    "# dots2 = np.array([2,3,4,5,6])\n",
    "dots1 =np.random.rand(50)\n",
    "dots2 =np.random.rand(50)\n",
    "plt.scatter(dots1,dots2,c='red',alpha=0.5) #c表示颜色，alpha表示透明度\n",
    "plt.show()\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 46,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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,
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "x = np.arange(10)\n",
    "y = 2**x+10\n",
    "plt.bar(x,y,facecolor='#9999ff',edgecolor='white')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 47,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "x = np.arange(10)\n",
    "y = 2**x+10\n",
    "plt.bar(x,y,facecolor='#9999ff',edgecolor='white')\n",
    "for ax,ay in zip(x,y):\n",
    "    plt.text(ax,ay,'%.1f' % ay,ha='center',va='bottom')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "PaddlePaddle 1.7.2 (Python 3.5)",
   "language": "python",
   "name": "py35-paddle1.2.0"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.4"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 1
}
